prepare files

Zu Analyse der Übereinstimmung von Video und Blickbewegungen müssen die Daten aus den jeweiligen Dateien extrahiert werden.

Im ersten Schritt sollen dfs pro Video erstellt werden ausgehend von Tims Daten

Lade Bibliotheken

library(readxl)

Paket 㤼㸱readxl㤼㸲 wurde unter R Version 3.5.3 erstellt

library(dplyr)

Paket 㤼㸱dplyr㤼㸲 wurde unter R Version 3.5.3 erstellt
Attache Paket: 㤼㸱dplyr㤼㸲

The following objects are masked from 㤼㸱package:stats㤼㸲:

    filter, lag

The following objects are masked from 㤼㸱package:base㤼㸲:

    intersect, setdiff, setequal, union

library(readr)

Paket 㤼㸱readr㤼㸲 wurde unter R Version 3.5.3 erstellt

Lade Datei mit Übersicht über Videos und die gewünschten Frames + Positiondateien Videos

df_vs <- read_excel("data/selectedVideos_181219.xlsx")
df_vs$Name_f <- as.factor(df_vs$Name)
df_01_15 <- read.csv("data/daten_01_TOL4_15.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_04_4 <- read.csv("data/daten_04_tol2_4.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_06_4 <- read.csv("data/daten_06_tol1_4.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_06_11 <- read.csv("data/daten_06_tol1_11.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_07_7 <- read.csv("data/daten_07_tol3_7.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_07_8 <- read.csv("data/daten_07_tol3_8.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_07_15 <- read.csv("data/daten_07_tol3_15.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_09_3 <- read.csv("data/daten_09_tol2_3.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_12_2 <- read.csv("data/daten_12_tol1_2.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_12_5 <- read.csv("data/daten_12_tol1_5.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_13_1 <- read.csv("data/daten_07_tol3_15.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_14_6 <- read.csv("data/daten_14_tol2_6.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_15_11 <- read.csv("data/daten_15_tol3_11.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_16_13 <- read.csv("data/daten_16_tol2_13.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_16_14 <- read.csv("data/daten_16_tol2_14.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_17_7 <- read.csv("data/daten_17_tol1_7.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_18_2 <- read.csv("data/daten_18_tol1_2.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_19_2 <- read.csv("data/daten_19_tol3_2.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_19_5 <- read.csv("data/daten_19_tol3_5.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_20_8 <- read.csv("data/daten_20_tol2_8.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_21_11 <- read.csv("data/daten_21_tol3_11.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_21_12 <- read.csv("data/daten_21_tol3_12.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_22_8 <- read.csv("data/daten_22_tol2_8.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_23_10 <- read.csv("data/daten_23_tol1_10.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_26_7 <- read.csv("data/daten_26_tol2_7.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_26_8 <- read.csv("data/daten_26_tol2_8.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_26_12 <- read.csv("data/daten_26_tol2_12.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_27_9 <- read.csv("data/daten_27_tol2_9.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_27_15 <- read.csv("data/daten_27_tol2_15.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_28_6 <- read.csv("data/daten_28_tol3_6.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_29_6 <- read.csv("data/daten_29_tol1_6.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_31_7 <- read.csv("data/daten_31_tol3_7.txt", header = FALSE, col.names = c("x_coord","y_coord"))

Füge Nummerierung der Zeilen hinzu

f_num <- function(df) {
  df$frames <- c(1:length(df$x_coord))
  return(df)
}
Spot1 <- f_num(df_20_8)
Spot2 <- f_num(df_19_5)
Spot3 <- f_num(df_28_6)
Spot4 <- f_num(df_27_15)
Spot5 <- f_num(df_27_9)
Spot6 <- f_num(df_29_6)
Spot7 <- f_num(df_26_12)
Spot8 <- f_num(df_14_6)
GL1 <- f_num(df_31_7)
GL2 <- f_num(df_22_8)
GL3 <- f_num(df_17_7)
GL4 <- f_num(df_19_2)
GL5 <- f_num(df_26_7)
GL6 <- f_num(df_06_11)
GL7 <- f_num(df_06_4)
GL8 <- f_num(df_26_8)
BGL1 <- f_num(df_07_8)
BGL2 <- f_num(df_15_11)
BGL3 <- f_num(df_07_15)
BGL4 <- f_num(df_09_3)
BGL5 <- f_num(df_16_13)
BGL6 <- f_num(df_16_14)
BGL7 <- f_num(df_04_4)
BGL8 <- f_num(df_18_2)
Control1 <- f_num(df_21_12)
Control2 <- f_num(df_21_11)
Control3 <- f_num(df_07_7)
Control4 <- f_num(df_01_15)
Control5 <- f_num(df_13_1)
Control6 <- f_num(df_12_5)
Control7 <- f_num(df_12_2)
Control8 <- f_num(df_23_10)

Positionsdaten aus der Gesamtdatei schneiden

• richtige Zeile aus df_vs auswählen

f_cut <- function(x,y){
  sub = df_vs[df_vs$Name == y, ]
  first = sub$first
  last = sub$last
  df = subset(x, frames >= first & frames <= last)
}
Spot1 <- f_cut(Spot1, "Spot1")
Spot2 <- f_cut(Spot2, "Spot2")
Spot3 <- f_cut(Spot3, "Spot3")
Spot4 <- f_cut(Spot4, "Spot4")
Spot5 <- f_cut(Spot5, "Spot5")
Spot6 <- f_cut(Spot6, "Spot6")
Spot7 <- f_cut(Spot7, "Spot7")
Spot8 <- f_cut(Spot8, "Spot8")
GL1 <- f_cut(GL1, "GL1")
GL2 <- f_cut(GL2, "GL2")
GL3 <- f_cut(GL3, "GL3")
GL4 <- f_cut(GL4, "GL4")
GL5 <- f_cut(GL5, "GL5")
GL6 <- f_cut(GL6, "GL6")
GL7 <- f_cut(GL7, "GL7")
GL8 <- f_cut(GL8, "GL8")
BGL1 <- f_cut(BGL1, "BGL1")
BGL2 <- f_cut(BGL2, "BGL2")
BGL3 <- f_cut(BGL3, "BGL3")
BGL4 <- f_cut(BGL4, "BGL4")
BGL5 <- f_cut(BGL5, "BGL5")
BGL6 <- f_cut(BGL6, "BGL6")
BGL7 <- f_cut(BGL7, "BGL7")
BGL8 <- f_cut(BGL8, "BGL8")
Control1 <- f_cut(Control1, "Control1")
Control2 <- f_cut(Control2, "Control2")
Control3 <- f_cut(Control3, "Control3")
Control4 <- f_cut(Control4, "Control4")
Control5 <- f_cut(Control5, "Control5")
Control6 <- f_cut(Control6, "Control6")
Control7 <- f_cut(Control7, "Control7")
Control8 <- f_cut(Control8, "Control8")

Sample report laden

Sample Report wurde auf 500 Hz heruntergebrochen um künstliche Genauigkeit zu verringern (Videos sind nur mit 15 Hz aufgenommen)

df_pb1 <- read_delim("data/sr_1.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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df_pb2 <- read_delim("data/sr_2.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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df_pb3 <- read_delim("data/sr_3.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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df_pb4 <- read_delim("data/sr_4.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

|                                                                       |   0%    1 MB
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df_pb5 <- read_delim("data/sr_5.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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|==                                                                     |   2%    3 MB
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|==                                                                     |   3%    3 MB
|==                                                                     |   3%    4 MB
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|==                                                                     |   3%    5 MB
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|==                                                                     |   4%    5 MB
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|===                                                                    |   4%    6 MB
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# df_pb6 <- read_delim("data/sr_6.xls")
df_pb7 <- read_delim("data/sr_7.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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|========================================================================| 100%  130 MB

df_pb8 <- read_delim("data/sr_8.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

|=                                                                      |   1%    2 MB
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|==                                                                     |   2%    3 MB
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|==                                                                     |   3%    3 MB
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|==                                                                     |   3%    4 MB
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|==                                                                     |   3%    5 MB
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|==                                                                     |   4%    5 MB
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|===                                                                    |   4%    6 MB
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df_pb9 <- read_delim("data/sr_9.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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df_pb10 <- read_delim("data/sr_10.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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|==                                                                     |   3%    3 MB
|==                                                                     |   3%    4 MB
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df_pb11 <- read_delim("data/sr_11.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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|===========

zwei Probleme sind zu lösen: 1. Wie binde ich die richtigen x und y Positionen an die sample Datei in den richtigen Abständen? 2. Wie identifiziere ich die richtigen Videos?

zu 1.: Match könnte funktieren über die Framenummer - beide Dateien jeweils von 1 an durchnummerieren pro Trial (und Interest Period), wobei Zeilen für die Dateien der Videos dupliziert werden müssen, weil Ursprungsvideos von 15Hz auf 30Hz skaliert wurden (jeder frame wird 2x gezeigt)

f_num_2 <- function(df, video) {
  df <- df[rep(1:nrow(df),each=2),] 
  df$frames2 <- c(1:length(df$x_coord))
  df$video <- video
  return(df)
}
Spot1 <- f_num_2(Spot1, "Spot1")
Spot2 <- f_num_2(Spot2, "Spot2")
Spot3 <- f_num_2(Spot3, "Spot3")
Spot4 <- f_num_2(Spot4, "Spot4")
Spot5 <- f_num_2(Spot5, "Spot5")
Spot6 <- f_num_2(Spot6, "Spot6")
Spot7 <- f_num_2(Spot7, "Spot7")
Spot8 <- f_num_2(Spot8, "Spot8")
GL1 <- f_num_2(GL1, "GL1")
GL2 <- f_num_2(GL2, "GL2")
GL3 <- f_num_2(GL3, "GL3")
GL4 <- f_num_2(GL4, "GL4")
GL5 <- f_num_2(GL5, "GL5")
GL6 <- f_num_2(GL6, "GL6")
GL7 <- f_num_2(GL7, "GL7")
GL8 <- f_num_2(GL8, "GL8")
BGL1 <- f_num_2(BGL1, "BGL1")
BGL2 <- f_num_2(BGL2, "BGL2")
BGL3 <- f_num_2(BGL3, "BGL3")
BGL4 <- f_num_2(BGL4, "BGL4")
BGL5 <- f_num_2(BGL5, "BGL5")
BGL6 <- f_num_2(BGL6, "BGL6")
BGL7 <- f_num_2(BGL7, "BGL7")
BGL8 <- f_num_2(BGL8, "BGL8")
Control1 <- f_num_2(Control1, "Control1")
Control2 <- f_num_2(Control2, "Control2")
Control3 <- f_num_2(Control3, "Control3")
Control4 <- f_num_2(Control4, "Control4")
Control5 <- f_num_2(Control5, "Control5")
Control6 <- f_num_2(Control6, "Control6")
Control7 <- f_num_2(Control7, "Control7")
Control8 <- f_num_2(Control8, "Control8")
df_vidco <- rbind(Spot1, Spot2, Spot3, Spot4, Spot5, Spot6, Spot7, Spot8, GL1, GL2, GL3, GL4, GL5, GL6, GL7, GL8, BGL1, BGL2, BGL3, BGL4, BGL5, BGL6, BGL7, BGL8,  Control1, Control2, Control3, Control4, Control5, Control6, Control7, Control8)

Die Nummer des gezeigten Frames wird aus den SAMPLE_MESSAGE Strings extrahiert, wenn keine Message vorhanden ist, wird Zelle auf NA gesetzt Pro Trial und pro Interest Period (war es das erste oder das zweite Video), wird von vorne begonnen zu zählen Framenummer wird jeweils für alle Zeilen fortgeschrieben, bis eine neue Sample Message auftaucht Für die Trials in der langsamen Gruppe wurde das Video nur einmal gezeigt, weshalb Interest Period Abgleich wegfallen kann

f_frame <- function(df){
  df$SAMPLE_MESSAGE[df$SAMPLE_MESSAGE == "."] <- NA
  FNO <- 0
  for (t in 1:32) {
    sub_data <- subset(df, TRIAL_INDEX == t)
    
    for (ip in 1:2) {
      sub2_data <- subset(sub_data, IP_INDEX == ip)
      x <- 0
      condition <- !is.na(sub2_data$SAMPLE_MESSAGE)
      frameNo <- character(nrow(sub2_data))
      for (i in 1:nrow(sub2_data)[condition]) {
        if (condition[i]) {
          frameNo[i] <- x+1
          x <- x+1
          } 
        else {
          frameNo[i] <- x
          }      
      }
      FNO <- append(FNO, frameNo)
    }
  } 
    df$frame <- FNO[2:length(FNO)]
  return(df)
  }
f_frame_slow <- function(df){
  df$SAMPLE_MESSAGE[df$SAMPLE_MESSAGE == "."] <- NA
  FNO <- 0
  for (t in 1:32) {
    sub_data <- subset(df, TRIAL_INDEX == t)
      x <- 0
      condition <- !is.na(sub_data$SAMPLE_MESSAGE)
      frameNo <- character(nrow(sub_data))
      for (i in 1:nrow(sub_data)[condition]) {
        if (condition[i]) {
          frameNo[i] <- x+1
          x <- x+1
          } 
        else {
          frameNo[i] <- x
        } 
        }     
      FNO <- append(FNO, frameNo)
    } 
  df$frame <- FNO[2:length(FNO)]
  return(df)
  }
# Zum Testen der Schleife
# df_pb2$SAMPLE_MESSAGE[df_pb2$SAMPLE_MESSAGE == "."] <- NA
#   FNO <- 0
# 
#   for (t in 1:32) {
#     sub_data <- subset(df_pb2, TRIAL_INDEX == 1)
#       x <- 0
#       condition <- !is.na(sub_data$SAMPLE_MESSAGE)
#       frameNo <- character(nrow(sub_data))
#       for (i in 1:nrow(sub_data)[condition]) {
#         if (condition[i]) {
#           frameNo[i] <- x+1
#           x <- x+1
#           } 
#         else {
#           frameNo[i] <- x
#           }      
#       FNO <- append(FNO, frameNo)
#     }
#   df$frame <- FNO[2:length(FNO)]
#   return(df)
#   }
# files <- lapply(1:53, function(x){paste0("df_pb", x)})
df_pb1 <- f_frame(df_pb1)
df_pb2 <- f_frame_slow(df_pb2)
df_pb3 <- f_frame(df_pb3)
df_pb4 <- f_frame_slow(df_pb4)
df_pb5 <- f_frame(df_pb5)
#df_pb6 <- f_frame(df_pb6)
df_pb7 <- f_frame(df_pb7)
df_pb8 <- f_frame_slow(df_pb8)
df_pb9 <- f_frame(df_pb9)
df_pb10 <- f_frame_slow(df_pb10)
df_pb11 <- f_frame(df_pb11)

Error in f_frame(df_pb11) : object 'df_pb11' not found

zu 2.: Sampledatei enthält Info zum Trial, zum Block und zum Probanden sowie zum Namen der Videodatei Aus dem Namen der Datei kann das Video extrahiert werden

f_video <- function(df) {
  df %>% mutate(video = case_when(grepl("20_tol2_8", df$video_file) ~ "Spot1", 
                        grepl("19_tol3_5", df$video_file) ~ "Spot2", 
                        grepl("28_tol3_6", df$video_file) ~ "Spot3",
                        grepl("27_tol2_15", df$video_file) ~ "Spot4",
                        grepl("27_tol2_9", df$video_file) ~ "Spot5",
                        grepl("29_tol1_6", df$video_file) ~ "Spot6",
                        grepl("26_tol2_12", df$video_file) ~ "Spot7",
                        grepl("14_tol2_6", df$video_file) ~ "Spot8",
                        grepl("31_tol3_7", df$video_file) ~ "GL1", 
                        grepl("22_tol2_8", df$video_file) ~ "GL2",
                        grepl("17_tol1_7", df$video_file) ~ "GL3",
                        grepl("19_tol3_2", df$video_file) ~ "GL4",
                        grepl("26_tol2_7", df$video_file) ~ "GL5",
                        grepl("06_tol1_11", df$video_file) ~ "GL6",
                        grepl("06_tol1_4", df$video_file) ~ "GL7",
                        grepl("26_tol2_8", df$video_file) ~ "GL8",
                        grepl("07_tol3_8", df$video_file) ~ "BGL1",
                        grepl("15_tol3_11", df$video_file) ~ "BGL2",
                        grepl("07_tol3_15", df$video_file) ~ "BGL3",
                        grepl("09_tol2_3", df$video_file) ~ "BGL4",
                        grepl("16_tol2_13", df$video_file) ~ "BGL5",
                        grepl("16_tol2_14", df$video_file) ~ "BGL6",
                        grepl("04_tol2_4", df$video_file) ~ "BGL7",
                        grepl("18_tol1_2", df$video_file) ~ "BGL8", 
                        grepl("21_tol3_12", df$video_file) ~ "Control1", 
                        grepl("21_tol3_11", df$video_file) ~ "Control2", 
                        grepl("07_tol3_7", df$video_file) ~ "Control3",
                        grepl("01_TOL4_15", df$video_file) ~ "Control4", 
                        grepl("13_tol3_1", df$video_file) ~ "Control5", 
                        grepl("12_tol1_5", df$video_file) ~ "Control6", 
                        grepl("12_tol1_2", df$video_file) ~ "Control7", 
                        grepl("23_tol1_10", df$video_file) ~ "Control8",TRUE ~ "m"),
                video_f = as.factor(video))
}
 
df_pb1 <- f_video(df_pb1)
df_pb2 <- f_video(df_pb2)
df_pb3 <- f_video(df_pb3)
df_pb4 <- f_video(df_pb4)
df_pb5 <- f_video(df_pb5)
#df_pb6 <- f_video(df_pb6)
df_pb7 <- f_video(df_pb7)
df_pb8 <- f_video(df_pb8)
df_pb9 <- f_video(df_pb9)
df_pb10 <- f_video(df_pb10)
df_pb11 <- f_video(df_pb11)

Error in eval(lhs, parent, parent) : object 'df_pb11' not found

Einfügen der Fixationsposition

Fixation reports laden

fr_pb1 <- read_delim("data/fr_1.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb2 <- read_delim("data/fr_2.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb3 <- read_delim("data/fr_3.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb4 <- read_delim("data/fr_4.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb5<- read_delim("data/fr_5.xls","   ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.
22 parsing failures.
 row                    col expected actual            file
1589 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
1590 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
1591 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
1592 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
1593 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
.... ...................... ........ ...... ...............
See problems(...) for more details.

#fr_pb6<- read_delim("data/fr_6.xls","  ", escape_double = FALSE, locale = 
 #locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)
fr_pb7<- read_delim("data/fr_7.xls","   ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb8<- read_delim("data/fr_8.xls","   ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb9<- read_delim("data/fr_9.xls","   ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.
1 parsing failure.
 row                    col expected actual            file
1719 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_9.xls'

fr_pb10<- read_delim("data/fr_10.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb11<- read_delim("data/fr_11.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb12<- read_delim("data/fr_12.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb13<- read_delim("data/fr_13.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_double(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)
5 parsing failures.
 row                    col expected actual             file
1132 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_13.xls'
1399 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_13.xls'
2256 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_13.xls'
2462 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_13.xls'
3317 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_13.xls'

fr_pb14<- read_delim("data/fr_14.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb15<- read_delim("data/fr_15.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb16<- read_delim("data/fr_16.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb17<- read_delim("data/fr_17.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb18<- read_delim("data/fr_18.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb19<- read_delim("data/fr_19.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb20<- read_delim("data/fr_20.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb21<- read_delim("data/fr_21.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_character(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_double(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)
19 parsing failures.
 row                    col expected actual             file
1984 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_21.xls'
2078 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_21.xls'
2104 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_21.xls'
2111 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_21.xls'
2223 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_21.xls'
.... ...................... ........ ...... ................
See problems(...) for more details.

fr_pb22<- read_delim("data/fr_22.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_double(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)
12 parsing failures.
 row                    col expected actual             file
2010 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_22.xls'
2056 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_22.xls'
2169 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_22.xls'
2172 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_22.xls'
2318 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_22.xls'
.... ...................... ........ ...... ................
See problems(...) for more details.

#fr_pb23<- read_delim("data/fr_23.xls","    ", escape_double = FALSE, locale = 
# locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)
fr_pb24<- read_delim("data/fr_24.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb25<- read_delim("data/fr_25.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb26<- read_delim("data/fr_26.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb27<- read_delim("data/fr_27.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb28<- read_delim("data/fr_28.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb29<- read_delim("data/fr_29.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb30<- read_delim("data/fr_30.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb31<- read_delim("data/fr_31.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb32<- read_delim("data/fr_32.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb33<- read_delim("data/fr_33.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb34<- read_delim("data/fr_34.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb35<- read_delim("data/fr_35.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_double(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)
10 parsing failures.
 row                    col expected actual             file
1120 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_35.xls'
1929 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_35.xls'
1950 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_35.xls'
1977 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_35.xls'
2067 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_35.xls'
.... ...................... ........ ...... ................
See problems(...) for more details.

fr_pb36<- read_delim("data/fr_36.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb37<- read_delim("data/fr_37.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb38<- read_delim("data/fr_38.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb39<- read_delim("data/fr_39.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb40<- read_delim("data/fr_40.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb41<- read_delim("data/fr_41.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb42<- read_delim("data/fr_42.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_double(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)
7 parsing failures.
 row                    col expected actual             file
1086 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_42.xls'
1165 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_42.xls'
1387 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_42.xls'
2584 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_42.xls'
2607 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_42.xls'
.... ...................... ........ ...... ................
See problems(...) for more details.

fr_pb43<- read_delim("data/fr_43.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb44<- read_delim("data/fr_44.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb45<- read_delim("data/fr_45.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_double(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)
7 parsing failures.
 row                    col expected actual             file
1351 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_45.xls'
1440 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_45.xls'
1631 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_45.xls'
2698 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_45.xls'
2821 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_45.xls'
.... ...................... ........ ...... ................
See problems(...) for more details.

fr_pb46<- read_delim("data/fr_46.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb47<- read_delim("data/fr_47.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb48<- read_delim("data/fr_48.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb49<- read_delim("data/fr_49.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb50<- read_delim("data/fr_50.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb51<- read_delim("data/fr_51.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb52<- read_delim("data/fr_52.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_double(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

fr_pb53<- read_delim("data/fr_53.xls"," ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  RECORDING_SESSION_LABEL = col_character(),
  TRIAL_INDEX = col_double(),
  CURRENT_FIX_DURATION = col_double(),
  CURRENT_FIX_END = col_double(),
  CURRENT_FIX_INDEX = col_double(),
  CURRENT_FIX_MSG_COUNT = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  CURRENT_FIX_START = col_double(),
  CURRENT_FIX_X = col_character(),
  CURRENT_FIX_Y = col_character(),
  IP_INDEX = col_double(),
  IP_LABEL = col_character()
)

Data Frames der Sample Report mit Fixation Report anhand des Index der Fixation zusammenführen

Daten der Sample Reports sollten vollständig erhalten bleiben vorher muss zum Sample Report eine Spalte mit dem Fixationsindex ergänzt werden (unabhängig von dem getrackten Auge)

FIX_ID_df <- function(df) {
  if (any(as.numeric(df$RIGHT_PUPIL_SIZE)>0)) {
    df$CURRENT_FIX_INDEX <- as.numeric(df$RIGHT_FIX_INDEX)
    }
  else {
    df$CURRENT_FIX_INDEX <- as.numeric(df$LEFT_FIX_INDEX)
  }
  return(df)
  }
f.merge0 <- function(df, fr) {
                df.temp <- merge(df, fr, by = c("RECORDING_SESSION_LABEL","TRIAL_INDEX","IP_INDEX","IP_LABEL","CURRENT_FIX_INDEX"),
                                 all.x = TRUE)
                index <- with(df.temp, order(TRIAL_INDEX, SAMPLE_INDEX))
                df.temp<- df.temp[index,]  
                df.temp                    
  }
df_pb1 <- FIX_ID_df(df_pb1)

NAs introduced by coercionNAs introduced by coercion

df_pb1 <- f.merge0(df_pb1, fr_pb1)

Error: cannot allocate vector of size 5.9 Mb

Zusammenführen der Dateien

müssen anschließend sortiert werden Zusammengeführt wird anhand des data frames mit den Blickdaten, sodass die Datei alle vorherigen Daten zur Blickposition enthält

f.merge <- function(df) {
                df.temp <- merge(df, df_vidco, by.x = c("video", "frame"), by.y = c("video", "frames2"), all.x = TRUE)
                index <- with(df.temp, order(TRIAL_INDEX, SAMPLE_INDEX))
                df.temp<- df.temp[index,]
                df.temp
  }
m.df_pb1 <- f.merge(df_pb1)
m.df_pb2 <- f.merge(df_pb2)
m.df_pb3 <- f.merge(df_pb3)
m.df_pb4 <- f.merge(df_pb4)
m.df_pb5 <- f.merge(df_pb5)
#m.df_pb6 <- f.merge(df_pb6)
m.df_pb7 <- f.merge(df_pb7)
m.df_pb8 <- f.merge(df_pb8)
m.df_pb9 <- f.merge(df_pb9)
m.df_pb10 <- f.merge(df_pb10)

Error: cannot allocate vector of size 5.9 Mb

Dateien neu abspeichern

save(m.df_pb1, file = "pb1.Rda")
save(m.df_pb2, file = "pb2.Rda")

save(m.df_pb3, file = "pb3.Rda")
save(m.df_pb4, file = "pb4.Rda")
save(m.df_pb5, file = "pb5.Rda")
#save(m.df_pb6, file = "pb6.Rda")
save(m.df_pb7, file = "pb7.Rda")
save(m.df_pb8, file = "pb8.Rda")
save(m.df_pb9, file = "pb9.Rda")
save(m.df_pb10, file = "pb10.Rda")

Error in save(m.df_pb10, file = "pb10.Rda") : 
  Objekt ‘m.df_pb10’ nicht gefunden

extra-Wurst für PB 23

aufräumen

um Arbeitsspeicher zu sparen, muss aufgeräumt werden -> Range der Sapplyfunction jeweils anpassen

files <- sapply(1:38, function(x){paste0("df_pb", x)})
rm(list = files)

m.files <- sapply(17:38, function(x){paste0("m.df_pb", x)})
rm(list = m.files)
gc()